{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Measuring the height, width and frequency of a peak"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "using PyPlot\n",
    "using Spectra"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Signal generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x32fb76210>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x32fb76d10>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# the x axis\n",
    "x = collect(0:0.1:100)\n",
    "\n",
    "# a scale factor that you can change\n",
    "scale = 0.01\n",
    "\n",
    "# a fake signal: perfect y\n",
    "y_tot, y_peaks = gaussiennes([20.],[50.],[15.],x)\n",
    "y_perfect = scale.*y_tot\n",
    "\n",
    "# we add noise: observed y\n",
    "y = scale.*(y_tot + randn(size(y_tot,1)))\n",
    "\n",
    "figure()\n",
    "plot(x,y,\"k-\",label=\"Noisy observed signal\")\n",
    "xlabel(\"Position, a. u.\",fontname=\"Sans\",fontsize = 18)\n",
    "ylabel(\"Amplitude, a. u.\", fontname = \"Sans\", fontsize = 18)\n",
    "legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimates are done with the peakmeas function on a smoothed signal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated peak height is 0.20901730335553495\n",
      "Estimated peak hwhm is 50.4\n",
      "Estimated peak position is 14.55\n",
      "Estimated peak centroid is 49.83502673909161\n"
     ]
    }
   ],
   "source": [
    "height, hwhm, position, centroid, smoothed_y = peakmeas(x,y,smoothing = \"yes\", filter = :SavitzkyGolay, M=5,N=2,y_smo_out=true)\n",
    "\n",
    "println(\"Estimated peak height is $(height)\")\n",
    "println(\"Estimated peak hwhm is $(hwhm)\")\n",
    "println(\"Estimated peak position is $(position)\")\n",
    "println(\"Estimated peak centroid is $(centroid)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x32fdf4e50>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x333102dd0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figure()\n",
    "plot(x,y,\"k-\",label=\"Noisy signal\")\n",
    "plot(x,smoothed_y,\"r-\",label=\"Smoothed signal\")\n",
    "xlabel(\"Position, a. u.\",fontname=\"Sans\",fontsize = 18)\n",
    "ylabel(\"Amplitude, a. u.\", fontname = \"Sans\", fontsize = 18)\n",
    "legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Smoothed signal is not great: let's tweek the smoothing functipon to the GCVSmoothedNSpline one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated peak height is 0.19891090930872027\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x333168c50>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "height, hwhm, position, centroid, smoothed_y = peakmeas(x,y,smoothing = \"yes\", filter = :GCVSmoothedNSpline,y_smo_out=true)\n",
    "\n",
    "println(\"Estimated peak height is $(height)\")\n",
    "println(\"Estimated peak hwhm is $(hwhm)\")\n",
    "println(\"Estimated peak position is $(position)\")\n",
    "println(\"Estimated peak centroid is $(centroid)\")\n",
    "\n",
    "figure()\n",
    "plot(x,y,\"k-\",label=\"Noisy signal\")\n",
    "plot(x,smoothed_y,\"r-\",label=\"Smoothed signal\")\n",
    "xlabel(\"Position, a. u.\",fontname=\"Sans\",fontsize = 18)\n",
    "ylabel(\"Amplitude, a. u.\", fontname = \"Sans\", fontsize = 18)\n",
    "legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The GCVSmoothedNSpline algorithm seems to provide a pretty good smoothing of noisy signals."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.5.2",
   "language": "julia",
   "name": "julia-0.5"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
